{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from mikeio import Mesh\n",
    "meshfilename = r\"..tests/testdata/odense_rough.mesh\"\n",
    "\n",
    "msh = Mesh(meshfilename)\n",
    "msh.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Convert mesh to [shapely](https://shapely.readthedocs.io/en/latest/manual.html) MultiPolygon object, requires that the `shapeply` library is installed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
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     "execution_count": 34,
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   "source": [
    "mp = msh.to_shapely()\n",
    "mp"
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now a lot of methods are available"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
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    {
     "data": {
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       "68931409.58160606"
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    "mp.area"
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    {
     "data": {
      "text/plain": [
       "(211068.501175313, 6153077.66681803, 224171.617336507, 6164499.42751662)"
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      ],
      "text/plain": [
       "<shapely.geometry.polygon.Polygon at 0x22971b2ad08>"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "open_water = domain.buffer(-500)\n",
    "\n",
    "coastalzone = domain - open_water\n",
    "coastalzone"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Find if points are inside the domain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True\n",
      "False\n"
     ]
    }
   ],
   "source": [
    "from shapely.geometry import Point\n",
    "\n",
    "p1 = Point(216000, 6162000)\n",
    "p2 = Point(220000, 6156000)\n",
    "print(mp.contains(p1))\n",
    "print(mp.contains(p2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x229714abb48>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "msh.plot()\n",
    "plt.scatter(p1.x,p1.y,marker=\"*\",s=200,c=\"red\",label=\"inside\")\n",
    "plt.scatter(p2.x,p2.y,marker=\"+\",s=200,c=\"green\",label=\"outside\")\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
